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Learning policies for resource allocation in business processes
14 references·0 citing·51 second hop
Learning policies for resource allocation in business processes (2024)Learning policies for resource allocation…Prediction-based Resource Allocation using LSTM and Minimum Cost and Maximum Flow Algorithm (2019)Prediction-based Resource All…A Tutorial on Bayesian Optimization (2018)A Tutorial on Bayesian Optimi…A Petri Nets based Generic Genetic Algorithm framework for resource optimization in business processes (2018)A Petri Nets based Generic Ge…Process Mining: Data Science in Action (2016)Process Mining: Data Science …Context-Aware Analysis of Past Process Executions to Aid Resource Allocation Decisions (2016)Context-Aware Analysis of Pas…A Framework for Recommending Resource Allocation Based on Process Mining (2016)A Framework for Recommending …The Optimization of Resource Allocation Based on Process Mining (2015)The Optimization of Resource …On-the-Fly Performance-Aware Human Resource Allocation in the Business Process Management Systems Environment Using Naïve Bayes (2015)On-the-Fly Performance-Aware …An Extensible Framework for Analysing Resource Behaviour Using Event Logs (2014)An Extensible Framework for A…Advanced Information Systems Engineering (2013)Advanced Information Systems …Resource behavior measure and application in business process management (2011)Resource behavior measure and…Reinforcement learning based resource allocation in business process management (2010)Reinforcement learning based …Resource Allocation vs. Business Process Improvement: How They Impact on Each Other (2008)Resource Allocation vs. Busin…The slow server problem: a queue with stalling (1985)The slow server problem: a qu…The Regulation of Queue Size by Levying Tolls (1969)Individual versus Social Optimization in the Allocation of Customers to Alternative Servers (1983)The slow server problem (1985)Operations management and reengineering (1998)OPTIMAL CONTROL OF A TWO-SERVER QUEUEING SYSTEM WITH FAILURES (2014)Scalable Load Balancing in the Presence of Heterogeneous Servers (2020)Measuring the efficiency of decision making units (1978)An Introduction to Efficiency and Productivity Analysis (1998)An Introduction to Efficiency and Productivity Analysis (2005)Business Process Performance Mining with Staged Process Flows (2016)Discovering work prioritisation patterns from event logs (2017)Workflow Management: Models, Methods, and Systems (2001)Workflow Management—Models, Methods and Systems (2003)A Task Operation Model for Resource Allocation Optimization in Business Process Management (2012)Time Constraints in Workflow Systems (2013)Retrieving the resource availability calendars of a process from an event log (2019)Judgment under Uncertainty: Heuristics and Biases (1975)Hudson et al. (1977)Power and Centrality: A Family of Measures (1987)Process Mining from the Organizational Perspective (2014)Mining Resource Profiles from Event Logs (2017)Human resource allocation in business process management and process mining (2018)THE APPLICATION OF PETRI NETS TO WORKFLOW MANAGEMENT (1998)Proposed NIST standard for role-based access control (2001)Workflow Patterns (2003)Elastic Business Process Management: State of the art and open challenges for BPM in the cloud (2014)Portfolio management system in equity market neutral using reinforcement learning (2021)An overview of data warehousing and OLAP technology (1997)Workflow Resource Patterns: Identification, Representation and Tool Support (2005)Decomposing Petri nets for process mining: A generic approach (2013)Resource Allocation with Dependencies in Business Process Management Systems (2016)A human resource allocation method for business processes using team faultlines (2020)Encoding resource experience for predictive process monitoring (2021)A Stochastic Approximation Method (1951)Practical Bayesian Optimization of Machine Learning Algorithms (2012)Taking the Human Out of the Loop: A Review of Bayesian Optimization (2015)Bayesian Optimization for Adaptive Experimental Design: A Review (2020)High-dimensional Bayesian optimization using low-dimensional feature spaces (2020)Bayesian Optimization is Superior to Random Search for Machine Learning Hyperparameter Tuning: Analysis of the Black-Box Optimization Challenge 2020 (2021)Time prediction based on process mining (2010)Process Mining (2016)Predictive Business Process Monitoring with LSTM Neural Networks (2017)Process data properties matter: Introducing gated convolutional neural networks (GCNN) and key-value-predict attention networks (KVP) for next event prediction with deep learning (2021)Prescriptive process monitoring: Quo vadis ? (2022)Machine learning in business process management: A systematic literature review (2024)Task-specific visual cues for improving process model understanding (2016)Exploring how users engage with hybrid process artifacts based on declarative process models: a behavioral analysis based on eye-tracking and think-aloud (2020)Predictive compliance monitoring in process-aware information systems: State of the art, functionalities, research directions (2023)Process mining techniques and applications – A systematic mapping study (2019)Examining the interplay between big data analytics and contextual factors in driving process innovation capabilities (2020)Process mining for healthcare: Characteristics and challenges (2022)
this work references cited by second hop

References

  • 2018A Tutorial on Bayesian Optimization1,422 cited
  • 2016Process Mining: Data Science in Action866 cited
  • 2010Reinforcement learning based resource allocation in business process management153 cited
  • 2011Resource behavior measure and application in business process management68 cited
  • 2019Prediction-based Resource Allocation using LSTM and Minimum Cost and Maximum Flow Algorithm62 cited
  • 2013Advanced Information Systems Engineering51 cited
  • 1985The slow server problem: a queue with stalling50 cited
  • 2016A Framework for Recommending Resource Allocation Based on Process Mining47 cited
  • 2008Resource Allocation vs. Business Process Improvement: How They Impact on Each Other39 cited
  • 2014An Extensible Framework for Analysing Resource Behaviour Using Event Logs38 cited
  • 2018A Petri Nets based Generic Genetic Algorithm framework for resource optimization in business processes36 cited
  • 2015The Optimization of Resource Allocation Based on Process Mining29 cited
  • 2016Context-Aware Analysis of Past Process Executions to Aid Resource Allocation Decisions27 cited
  • 2015On-the-Fly Performance-Aware Human Resource Allocation in the Business Process Management Systems Environment Using Naïve Bayes22 cited

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